Wen-Zhan Li

Trust-Calibrated VLA Policy Post-Training with Evolving Imagination

Vision-Language-Action (VLA) models are often pretrained via imitation learning, making reinforcement learning (RL) post-training important when deployment moves beyond demonstration coverage. Existing refinement paradigms expose a reliability--efficiency tension: model-free refinement avoids simulator bias but is inte...